{"id":"W2611069568","doi":"10.1190/tle36050446.1","title":"Professional Development","year":2017,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Schedule; Management; Continuing education; Host (biology); Executive director; Professional development; Library science; Political science; Medical education; Engineering; Operations research; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0216508,0.0007732434,0.0005433089,0.002653701,0.004287475,0.007758286,0.002442541,0.002179268,0.1144814],"category_scores_gemma":[0.06831215,0.0005452413,0.0005935195,0.001395801,0.002096276,0.002868451,0.009223456,0.005570662,0.09280699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005981974,"about_ca_system_score_gemma":0.04142449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003404762,"about_ca_topic_score_gemma":0.007787066,"domain_scores_codex":[0.9730157,0.007224169,0.001148289,0.002232719,0.013694,0.002685085],"domain_scores_gemma":[0.8485377,0.006111011,0.002925292,0.007584279,0.08531916,0.04952259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003095298,0.0001613526,0.0008729703,0.0001341071,0.000005859585,0.0001025122,0.001965801,0.00007246384,0.0004602655,0.008770228,0.7865967,0.2008267],"study_design_scores_gemma":[0.00001338554,0.000045833,0.000684589,0.0001935764,0.000002462899,0.0001664024,0.001714296,0.0001100474,0.0001933263,0.002916047,0.9939501,0.000009916477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008107056,0.003892851,0.05267198,0.1716007,0.0279574,0.002490745,0.001086308,0.003633479,0.7285595],"genre_scores_gemma":[0.04791562,0.003973463,0.04459693,0.04483686,0.003059237,0.001744702,0.001667295,0.001054974,0.8511509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1144814,"threshold_uncertainty_score":0.3829784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04348340420314527,"score_gpt":0.304123873093638,"score_spread":0.2606404688904927,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}